Table 10.

Effect of the length of the aggregation window on classification accuracies.

Algorithm	Aggregation Window Size (s)
	120	300	600	1200
PCA + LDA	59.62	62.24	54.14	63.02
PCA + SVM (radial)	76.99	77.94	77.27	83.33
kNN	87.32	83.30	88.38	85.41
Logistic Regression	65.25	69.60	72.22	76.16
Random Forest	88.26	86.76	87.87	84.14
Multilayer Perception	83.09	86.76	81.81	88.54